Domain & task
Industry expertise, target capabilities, language and intended model use.
For AI labs & data teams
Expertise you won’t
find in a web crawl.
Domain-specific data from German businesses.
Sourced around your model’s needs.
Empiria Insight connects AI developers with companies whose everyday work produces specialist knowledge, documented processes and operational data.
Discuss your requirementsStart with the use case
A sourcing brief.
A focused search.
Tell me what you need to train, improve or evaluate. I assess potential sources and approach relevant data owners. Availability and licensing are established for each engagement.
Data & quality
Formats, volume, coverage, provenance and acceptance criteria.
Rights & delivery
Permitted use, exclusivity, confidentiality, delivery requirements and timeline.
Potential sourcing areas
Specialist context. Practical applications.
Technical knowledge
Maintenance documentation, troubleshooting records and specialist manuals.
Business workflows
Document processing, completed tasks and expert-reviewed outcomes.
Industrial data
Quality records, annotated imagery and contextualized measurement data.
These are sourcing areas, not a catalogue of available datasets. Samples and data are shared only with the owner’s approval and agreed usage terms.
A direct conversation
What does your model
need to learn?
Contact Dr. Lukas Kawerau to discuss a sourcing brief, technical requirements and the next steps.
Send a sourcing inquiry kontakt@empiriainsight.com